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Rxmshx/NewsLens

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App README

📰 NewsLens - AI News Analysis System

An end-to-end AI-powered news analysis platform that performs news classification, sentiment analysis, entity extraction, and keyword extraction using advanced NLP and deep learning models.

🚀 Features

—🧠 News Classification using DistilBERT (92.3% accuracy)
—💰 Financial Sentiment Analysis using FinBERT (94%+ confidence)
—🏷️ Named Entity Recognition using spaCy
—🔑 Keyword Extraction using NLP techniques
—🌐 Web Scraping (BBC & Yahoo Finance)
—⚡ FastAPI Backend for real-time predictions
—🎨 Glassmorphism Web UI
—🚀 GPU-Accelerated Training & Inference

🧠 Models Used

Task	Model
Text Classification	DistilBERT
Sentiment Analysis	FinBERT
NER	spaCy encoreweb_sm
Keyword Extraction	POS-based NLP

▶️ How to Run

bash

git clone https://github.com/Rxmshx/NewsLens.git
cd NewsLens
pip install -r requirements.txt
python -m spacy download en_core_web_sm
python -m uvicorn api.app:app --reload --port 8000

📊 Model Performance

—✅ Accuracy: 92.3%
—✅ F1 Score: 92.26%
—✅ Balanced Precision & Recall
—🚀 Trained on RTX 5070 Ti GPU